{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "a63c0e19-3902-44ee-9b02-ba7ecfdb5268",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Downloading https://www.cs.toronto.edu/~kriz/cifar-100-python.tar.gz to ./cifar-100-python.tar.gz\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "100%|██████████| 169001437/169001437 [00:14<00:00, 11354836.29it/s]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Extracting ./cifar-100-python.tar.gz to ./\n",
      "Files already downloaded and verified\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "butterfly baby  skunk worm  beaver wolf  caterpillar bottle porcupine house aquarium_fish shark bowl  road  fox   boy   lobster bowl  turtle leopard cup   road  couch chair lawn_mower bed   rose  beaver orchid beetle plate plain\n"
     ]
    }
   ],
   "source": [
    "import torch\n",
    "import torchvision\n",
    "import torchvision.transforms as transforms\n",
    "from useful_tools import *\n",
    "import torch.optim as optim\n",
    "import torch.nn as nn\n",
    "from torch.nn import functional as F\n",
    "from chao_kk import *\n",
    "from torch.optim import lr_scheduler\n",
    "\n",
    "\n",
    "batch_size = 32\n",
    "trainloader, testloader, classes = get_dataLoader_RandAugment(batch_size)\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "def imshow(img):\n",
    "    img = img / 2 + 0.5     # unnormalize\n",
    "    npimg = img.numpy()\n",
    "    plt.imshow(np.transpose(npimg, (1, 2, 0)))\n",
    "    plt.show()\n",
    "dataiter = iter(trainloader)\n",
    "images, labels = next(dataiter)\n",
    "imshow(torchvision.utils.make_grid(images))\n",
    "print(' '.join(f'{classes[labels[j]]:5s}' for j in range(batch_size)))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "0a20afd9-e695-4f86-b63b-3c0806770d13",
   "metadata": {},
   "outputs": [],
   "source": [
    "def padding_size(dilation, kernel_size):\n",
    "  return dilation * (kernel_size - 1) // 2\n",
    "\n",
    "def conv3x3(in_channel, out_channel, stride, dilation = 1):\n",
    "  return nn.Conv2d(in_channel, out_channel, kernel_size = 3, stride = stride, padding = padding_size(dilation, 3), bias = False, dilation = dilation)\n",
    "\n",
    "def conv1x1(in_channel, out_channel, stride = 1, dilation = 1):\n",
    "  return nn.Conv2d(in_channel, out_channel, kernel_size = 1, stride = stride, padding = 0, bias = False, dilation = dilation)\n",
    "\n",
    "device = torch.device(\"cuda\" if torch.cuda.is_available() else \"cpu\")\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "9be831b9-5a94-4a9a-a580-e69b75f8cd70",
   "metadata": {},
   "outputs": [],
   "source": [
    "class NonLocalBlockND(nn.Module):\n",
    "    \"\"\"\n",
    "    调用过程\n",
    "    NONLocalBlock2D(in_channels=32),\n",
    "    super(NONLocalBlock2D, self).__init__(in_channels,\n",
    "            inter_channels=inter_channels,\n",
    "            dimension=2, sub_sample=sub_sample,\n",
    "            bn_layer=bn_layer)\n",
    "    \"\"\"\n",
    "    def __init__(self,\n",
    "                 in_channels,\n",
    "                 inter_channels=None,\n",
    "                 dimension=2,\n",
    "                 bn_layer=True):\n",
    "        super(NonLocalBlockND, self).__init__()\n",
    "\n",
    "        assert dimension in [1, 2, 3]\n",
    "\n",
    "        self.dimension = dimension\n",
    "\n",
    "        self.in_channels = in_channels\n",
    "        self.inter_channels = inter_channels\n",
    "\n",
    "        if self.inter_channels is None:\n",
    "            self.inter_channels = in_channels // 2\n",
    "            # 进行压缩得到channel个数\n",
    "            if self.inter_channels == 0:\n",
    "                self.inter_channels = 1\n",
    "\n",
    "        if dimension == 3:\n",
    "            conv_nd = nn.Conv3d\n",
    "            max_pool_layer = nn.MaxPool3d(kernel_size=(1, 2, 2))\n",
    "            bn = nn.BatchNorm3d\n",
    "        elif dimension == 2:\n",
    "            conv_nd = nn.Conv2d\n",
    "            max_pool_layer = nn.MaxPool2d(kernel_size=(2, 2))\n",
    "            bn = nn.BatchNorm2d\n",
    "        else:\n",
    "            conv_nd = nn.Conv1d\n",
    "            max_pool_layer = nn.MaxPool1d(kernel_size=(2))\n",
    "            bn = nn.BatchNorm1d\n",
    "\n",
    "        self.g = conv_nd(in_channels=self.in_channels,\n",
    "                         out_channels=self.inter_channels,\n",
    "                         kernel_size=1,\n",
    "                         stride=1,\n",
    "                         padding=0)\n",
    "\n",
    "        if bn_layer:\n",
    "            self.W = nn.Sequential(\n",
    "                conv_nd(in_channels=self.inter_channels,\n",
    "                        out_channels=self.in_channels,\n",
    "                        kernel_size=1,\n",
    "                        stride=1,\n",
    "                        padding=0), bn(self.in_channels))\n",
    "            nn.init.constant_(self.W[1].weight, 0)\n",
    "            nn.init.constant_(self.W[1].bias, 0)\n",
    "        else:\n",
    "            self.W = conv_nd(in_channels=self.inter_channels,\n",
    "                             out_channels=self.in_channels,\n",
    "                             kernel_size=1,\n",
    "                             stride=1,\n",
    "                             padding=0)\n",
    "            nn.init.constant_(self.W.weight, 0)\n",
    "            nn.init.constant_(self.W.bias, 0)\n",
    "\n",
    "        self.theta = conv_nd(in_channels=self.in_channels,\n",
    "                             out_channels=self.inter_channels,\n",
    "                             kernel_size=1,\n",
    "                             stride=1,\n",
    "                             padding=0)\n",
    "        self.phi = conv_nd(in_channels=self.in_channels,\n",
    "                           out_channels=self.inter_channels,\n",
    "                           kernel_size=1,\n",
    "                           stride=1,\n",
    "                           padding=0)\n",
    "\n",
    "\n",
    "    def forward(self, x):\n",
    "        '''\n",
    "        :param x: (b, c,  h, w)\n",
    "        :return:\n",
    "        '''\n",
    "\n",
    "        batch_size = x.size(0)\n",
    "        # print(x.shape) torch.Size([4, 64, 32, 32])\n",
    "        #print( self.inter_channels) 32\n",
    "        #print(self.g) Conv3d(64, 32, kernel_size=(1, 1, 1), stride=(1, 1, 1))\n",
    "\n",
    "        \n",
    "        g_x = self.g(x).view(batch_size, self.inter_channels, -1)#[bs, c, w*h]\n",
    "        g_x = g_x.permute(0, 2, 1)\n",
    "\n",
    "        theta_x = self.theta(x).view(batch_size, self.inter_channels, -1)\n",
    "        theta_x = theta_x.permute(0, 2, 1)\n",
    "\n",
    "        phi_x = self.phi(x).view(batch_size, self.inter_channels, -1)\n",
    "        \n",
    "        f = torch.matmul(theta_x, phi_x)\n",
    "\n",
    "        #print(f.shape)\n",
    "\n",
    "        f_div_C = F.softmax(f, dim=-1)\n",
    "\n",
    "        y = torch.matmul(f_div_C, g_x)\n",
    "        y = y.permute(0, 2, 1).contiguous()\n",
    "        y = y.view(batch_size, self.inter_channels, *x.size()[2:])\n",
    "        W_y = self.W(y)\n",
    "        z = W_y + x\n",
    "        return z"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "77825070-da08-466e-9b01-eda9f05efa6c",
   "metadata": {},
   "outputs": [],
   "source": [
    "insertion = NonLocalBlockND"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "8a1eb695-87a9-4d22-a3f7-b19a22baf1e3",
   "metadata": {},
   "outputs": [],
   "source": [
    "class ResBlock(nn.Module):\n",
    "  def __init__(self, in_channel, out_channel, stride, downsample = None, dilation = 1):\n",
    "    super(ResBlock, self).__init__()\n",
    "    self.conv1 = conv3x3(in_channel, out_channel, stride, dilation)\n",
    "    self.bn1 = nn.BatchNorm2d(out_channel)\n",
    "    self.conv2 = conv3x3(out_channel, out_channel, 1, dilation)\n",
    "    self.bn2 = nn.BatchNorm2d(out_channel)\n",
    "    self.relu = nn.ReLU()\n",
    "    self.downsample = downsample\n",
    "    self.insertion = insertion(out_channel)\n",
    "\n",
    "  def forward(self, x):\n",
    "    shortcut = x\n",
    "    x = self.conv1(x)\n",
    "    x = self.bn1(x)\n",
    "    x = self.relu(x)\n",
    "      \n",
    "    x = self.insertion(x)\n",
    "      \n",
    "    x = self.conv2(x)\n",
    "    x = self.bn2(x)\n",
    "    if self.downsample != None:\n",
    "      shortcut = self.downsample(shortcut)\n",
    "    x += shortcut\n",
    "    return x\n",
    "\n",
    "class ResNet(nn.Module):\n",
    "  def __init__(self, classes, base_channel = 64):\n",
    "    super(ResNet, self).__init__()\n",
    "    # 老实说，我怕64、128……512通道实在是太慢了，通过base_channel来调节通道。感觉可以设置为16\n",
    "    self.base_channel = base_channel\n",
    "    self.conv1 = conv3x3(3, base_channel, 1)\n",
    "    self.bn = nn.BatchNorm2d(base_channel)\n",
    "    self.relu = nn.ReLU()\n",
    "    self.max_pool = nn.MaxPool2d(kernel_size = 2, stride = 2)\n",
    "    self.conv2_x = self.init_ResBlock(base_channel * 1, base_channel * 1, stride = 1, block_num = 2, dilation = 1)\n",
    "    self.conv3_x = self.init_ResBlock(base_channel * 1, base_channel * 2, stride = 2, block_num = 2, dilation = 1)\n",
    "    self.conv4_x = self.init_ResBlock(base_channel * 2, base_channel * 4, stride = 2, block_num = 2, dilation = 1)\n",
    "    self.conv5_x = self.init_ResBlock(base_channel * 4, base_channel * 8, stride = 2, block_num = 2, dilation = 1)\n",
    "    self.avg = nn.AvgPool2d(kernel_size = 2, stride = 2)\n",
    "    self.fc = nn.Linear(base_channel * 8 * 4, len(classes))\n",
    "\n",
    "  def forward(self, x):\n",
    "    x = self.conv1(x)\n",
    "    x = self.bn(x)\n",
    "    x = self.relu(x)\n",
    "    x = self.conv2_x(x)\n",
    "    x = self.conv3_x(x)\n",
    "    x = self.conv4_x(x)\n",
    "    x = self.conv5_x(x)\n",
    "    x = self.avg(x)\n",
    "    x = x.view(x.size(0), -1)\n",
    "    x = self.fc(x)\n",
    "    return x\n",
    "\n",
    "  def init_ResBlock(self, in_channel, out_channel, stride, block_num, dilation):\n",
    "    downsample = None #这个好东西是用来把特征图宽高缩小的\n",
    "    if stride != 1 or in_channel != out_channel:\n",
    "      # 对于3*3的padding为1的卷积核，如果stride为1的话卷完后特征图宽高是不变的。\n",
    "      # 如果stride是2的话，那么宽高会变成原来的一半。\n",
    "      # 计算：out = (in/2 - 1/2)向下取整 + 1， 也就是in/2 - 1 + 1 = in / 2\n",
    "      downsample = nn.Sequential(\n",
    "                conv3x3(in_channel, out_channel, stride=stride),\n",
    "                nn.BatchNorm2d(out_channel)\n",
    "                )\n",
    "    return nn.Sequential(*[\n",
    "        ResBlock(in_channel, out_channel, stride, downsample = downsample, dilation = dilation) if i == 0 else\n",
    "        ResBlock(out_channel, out_channel, 1, dilation = dilation)\n",
    "        for i in range(block_num)\n",
    "    ])\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "1fc55884-0a41-46af-bbb8-bcc55be86d47",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "cuda\n"
     ]
    }
   ],
   "source": [
    "net = ResNet(classes = classes, base_channel = 64).to(device)\n",
    "criterion = nn.CrossEntropyLoss()\n",
    "optimizer = optim.SGD(net.parameters(), lr=0.001, momentum=0.9)\n",
    "#optimizer = optim.Adam(net.parameters(), lr=0.001)\n",
    "print(device)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "48493633-6b18-408a-a0cd-b770da9f40b6",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "第 0/24 轮训练\n",
      "----------\n",
      "train 损失: 3.5411 Top-1 准确率: 0.1798 Top-5 准确率: 0.4189\n",
      "val 损失: 2.7019 Top-1 准确率: 0.3257 Top-5 准确率: 0.6275\n",
      "\n",
      "第 1/24 轮训练\n",
      "----------\n",
      "train 损失: 2.6801 Top-1 准确率: 0.3303 Top-5 准确率: 0.6292\n",
      "val 损失: 2.2696 Top-1 准确率: 0.4155 Top-5 准确率: 0.7217\n",
      "\n",
      "第 2/24 轮训练\n",
      "----------\n",
      "train 损失: 2.2801 Top-1 准确率: 0.4120 Top-5 准确率: 0.7166\n",
      "val 损失: 1.9720 Top-1 准确率: 0.4773 Top-5 准确率: 0.7751\n",
      "\n",
      "第 3/24 轮训练\n",
      "----------\n",
      "train 损失: 1.9978 Top-1 准确率: 0.4722 Top-5 准确率: 0.7676\n",
      "val 损失: 1.8025 Top-1 准确率: 0.5151 Top-5 准确率: 0.8044\n",
      "\n",
      "第 4/24 轮训练\n",
      "----------\n",
      "train 损失: 1.7966 Top-1 准确率: 0.5197 Top-5 准确率: 0.8075\n",
      "val 损失: 1.7317 Top-1 准确率: 0.5341 Top-5 准确率: 0.8210\n",
      "\n",
      "第 5/24 轮训练\n",
      "----------\n",
      "train 损失: 1.6245 Top-1 准确率: 0.5602 Top-5 准确率: 0.8350\n",
      "val 损失: 1.6628 Top-1 准确率: 0.5475 Top-5 准确率: 0.8305\n",
      "\n",
      "第 6/24 轮训练\n",
      "----------\n",
      "train 损失: 1.4824 Top-1 准确率: 0.5934 Top-5 准确率: 0.8593\n",
      "val 损失: 1.5918 Top-1 准确率: 0.5728 Top-5 准确率: 0.8399\n",
      "\n",
      "第 7/24 轮训练\n",
      "----------\n",
      "train 损失: 1.3536 Top-1 准确率: 0.6231 Top-5 准确率: 0.8795\n",
      "val 损失: 1.5714 Top-1 准确率: 0.5863 Top-5 准确率: 0.8471\n",
      "\n",
      "第 8/24 轮训练\n",
      "----------\n",
      "train 损失: 1.2282 Top-1 准确率: 0.6534 Top-5 准确率: 0.8973\n",
      "val 损失: 1.5400 Top-1 准确率: 0.5932 Top-5 准确率: 0.8555\n",
      "\n",
      "第 9/24 轮训练\n",
      "----------\n",
      "train 损失: 1.1330 Top-1 准确率: 0.6801 Top-5 准确率: 0.9092\n",
      "val 损失: 1.5449 Top-1 准确率: 0.5983 Top-5 准确率: 0.8516\n",
      "\n",
      "第 10/24 轮训练\n",
      "----------\n",
      "train 损失: 1.0464 Top-1 准确率: 0.7013 Top-5 准确率: 0.9227\n",
      "val 损失: 1.5479 Top-1 准确率: 0.6027 Top-5 准确率: 0.8595\n",
      "\n",
      "第 11/24 轮训练\n",
      "----------\n",
      "train 损失: 0.9596 Top-1 准确率: 0.7235 Top-5 准确率: 0.9308\n",
      "val 损失: 1.5128 Top-1 准确率: 0.6127 Top-5 准确率: 0.8629\n",
      "\n",
      "第 12/24 轮训练\n",
      "----------\n",
      "train 损失: 0.8830 Top-1 准确率: 0.7430 Top-5 准确率: 0.9400\n",
      "val 损失: 1.4968 Top-1 准确率: 0.6139 Top-5 准确率: 0.8696\n",
      "\n",
      "第 13/24 轮训练\n",
      "----------\n",
      "train 损失: 0.8101 Top-1 准确率: 0.7640 Top-5 准确率: 0.9478\n",
      "val 损失: 1.5278 Top-1 准确率: 0.6198 Top-5 准确率: 0.8654\n",
      "\n",
      "第 14/24 轮训练\n",
      "----------\n",
      "train 损失: 0.7554 Top-1 准确率: 0.7814 Top-5 准确率: 0.9536\n",
      "val 损失: 1.5453 Top-1 准确率: 0.6155 Top-5 准确率: 0.8705\n",
      "\n",
      "第 15/24 轮训练\n",
      "----------\n",
      "train 损失: 0.7105 Top-1 准确率: 0.7920 Top-5 准确率: 0.9569\n",
      "val 损失: 1.5326 Top-1 准确率: 0.6320 Top-5 准确率: 0.8701\n",
      "\n",
      "第 16/24 轮训练\n",
      "----------\n",
      "train 损失: 0.6568 Top-1 准确率: 0.8046 Top-5 准确率: 0.9634\n",
      "val 损失: 1.5006 Top-1 准确率: 0.6335 Top-5 准确率: 0.8724\n",
      "\n",
      "第 17/24 轮训练\n",
      "----------\n",
      "train 损失: 0.6018 Top-1 准确率: 0.8202 Top-5 准确率: 0.9679\n",
      "val 损失: 1.5366 Top-1 准确率: 0.6319 Top-5 准确率: 0.8750\n",
      "\n",
      "第 18/24 轮训练\n",
      "----------\n",
      "train 损失: 0.5653 Top-1 准确率: 0.8337 Top-5 准确率: 0.9704\n",
      "val 损失: 1.5514 Top-1 准确率: 0.6319 Top-5 准确率: 0.8740\n",
      "\n",
      "第 19/24 轮训练\n",
      "----------\n",
      "train 损失: 0.5388 Top-1 准确率: 0.8408 Top-5 准确率: 0.9729\n",
      "val 损失: 1.5510 Top-1 准确率: 0.6392 Top-5 准确率: 0.8769\n",
      "\n",
      "第 20/24 轮训练\n",
      "----------\n",
      "train 损失: 0.5114 Top-1 准确率: 0.8474 Top-5 准确率: 0.9750\n",
      "val 损失: 1.5631 Top-1 准确率: 0.6356 Top-5 准确率: 0.8758\n",
      "\n",
      "第 21/24 轮训练\n",
      "----------\n",
      "train 损失: 0.4715 Top-1 准确率: 0.8587 Top-5 准确率: 0.9780\n",
      "val 损失: 1.5656 Top-1 准确率: 0.6313 Top-5 准确率: 0.8770\n",
      "\n",
      "第 22/24 轮训练\n",
      "----------\n",
      "train 损失: 0.4501 Top-1 准确率: 0.8661 Top-5 准确率: 0.9785\n",
      "val 损失: 1.5880 Top-1 准确率: 0.6450 Top-5 准确率: 0.8802\n",
      "\n",
      "第 23/24 轮训练\n",
      "----------\n",
      "train 损失: 0.4231 Top-1 准确率: 0.8739 Top-5 准确率: 0.9817\n",
      "val 损失: 1.5670 Top-1 准确率: 0.6371 Top-5 准确率: 0.8810\n",
      "\n",
      "第 24/24 轮训练\n",
      "----------\n",
      "train 损失: 0.4060 Top-1 准确率: 0.8774 Top-5 准确率: 0.9824\n",
      "val 损失: 1.5740 Top-1 准确率: 0.6424 Top-5 准确率: 0.8779\n",
      "\n",
      "训练完成，耗时 71m 16s\n",
      "最佳验证集准确率: 0.645000\n"
     ]
    }
   ],
   "source": [
    "#loss_record, net = train(trainloader, net, optimizer, criterion, device, epoch_num = 10, save_model = False, testloader = testloader)\n",
    "scheduler = lr_scheduler.StepLR(optimizer, step_size=50, gamma=0.1)\n",
    "net, (train_losses, train_top1_accs, train_top5_accs, val_losses, val_top1_accs, val_top5_accs) = train_model(trainloader, net, criterion, optimizer, device, scheduler, num_epochs=25, testloader = testloader)\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "10006667-359d-4be1-9dbb-18f04e71cbe4",
   "metadata": {},
   "outputs": [],
   "source": [
    "def to_cpu_numpy(tensor):\n",
    "    return tensor.cpu().numpy()\n",
    "def to_cpu(list_):\n",
    "    if isinstance(list_, list):\n",
    "        return list(map(to_cpu_numpy,list_))\n",
    "    else:\n",
    "        return to_cpu_numpy(list_)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "056318ad-42d0-4684-99d8-9b989c20a0a6",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/root/deep-learning/FuTong/chao_kk.py:55: UserWarning: Glyph 35757 (\\N{CJK UNIFIED IDEOGRAPH-8BAD}) missing from current font.\n",
      "  plt.tight_layout()\n",
      "/root/deep-learning/FuTong/chao_kk.py:55: UserWarning: Glyph 32451 (\\N{CJK UNIFIED IDEOGRAPH-7EC3}) missing from current font.\n",
      "  plt.tight_layout()\n",
      "/root/deep-learning/FuTong/chao_kk.py:55: UserWarning: Glyph 39564 (\\N{CJK UNIFIED IDEOGRAPH-9A8C}) missing from current font.\n",
      "  plt.tight_layout()\n",
      "/root/deep-learning/FuTong/chao_kk.py:55: UserWarning: Glyph 35777 (\\N{CJK UNIFIED IDEOGRAPH-8BC1}) missing from current font.\n",
      "  plt.tight_layout()\n",
      "/root/deep-learning/FuTong/chao_kk.py:55: UserWarning: Glyph 25439 (\\N{CJK UNIFIED IDEOGRAPH-635F}) missing from current font.\n",
      "  plt.tight_layout()\n",
      "/root/deep-learning/FuTong/chao_kk.py:55: UserWarning: Glyph 22833 (\\N{CJK UNIFIED IDEOGRAPH-5931}) missing from current font.\n",
      "  plt.tight_layout()\n",
      "/root/deep-learning/FuTong/chao_kk.py:55: UserWarning: Glyph 26354 (\\N{CJK UNIFIED IDEOGRAPH-66F2}) missing from current font.\n",
      "  plt.tight_layout()\n",
      "/root/deep-learning/FuTong/chao_kk.py:55: UserWarning: Glyph 32447 (\\N{CJK UNIFIED IDEOGRAPH-7EBF}) missing from current font.\n",
      "  plt.tight_layout()\n",
      "/root/deep-learning/FuTong/chao_kk.py:55: UserWarning: Glyph 20934 (\\N{CJK UNIFIED IDEOGRAPH-51C6}) missing from current font.\n",
      "  plt.tight_layout()\n",
      "/root/deep-learning/FuTong/chao_kk.py:55: UserWarning: Glyph 30830 (\\N{CJK UNIFIED IDEOGRAPH-786E}) missing from current font.\n",
      "  plt.tight_layout()\n",
      "/root/deep-learning/FuTong/chao_kk.py:55: UserWarning: Glyph 29575 (\\N{CJK UNIFIED IDEOGRAPH-7387}) missing from current font.\n",
      "  plt.tight_layout()\n",
      "/root/miniconda3/lib/python3.10/site-packages/IPython/core/pylabtools.py:152: UserWarning: Glyph 35757 (\\N{CJK UNIFIED IDEOGRAPH-8BAD}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "/root/miniconda3/lib/python3.10/site-packages/IPython/core/pylabtools.py:152: UserWarning: Glyph 32451 (\\N{CJK UNIFIED IDEOGRAPH-7EC3}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "/root/miniconda3/lib/python3.10/site-packages/IPython/core/pylabtools.py:152: UserWarning: Glyph 39564 (\\N{CJK UNIFIED IDEOGRAPH-9A8C}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "/root/miniconda3/lib/python3.10/site-packages/IPython/core/pylabtools.py:152: UserWarning: Glyph 35777 (\\N{CJK UNIFIED IDEOGRAPH-8BC1}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "/root/miniconda3/lib/python3.10/site-packages/IPython/core/pylabtools.py:152: UserWarning: Glyph 25439 (\\N{CJK UNIFIED IDEOGRAPH-635F}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "/root/miniconda3/lib/python3.10/site-packages/IPython/core/pylabtools.py:152: UserWarning: Glyph 22833 (\\N{CJK UNIFIED IDEOGRAPH-5931}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "/root/miniconda3/lib/python3.10/site-packages/IPython/core/pylabtools.py:152: UserWarning: Glyph 26354 (\\N{CJK UNIFIED IDEOGRAPH-66F2}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "/root/miniconda3/lib/python3.10/site-packages/IPython/core/pylabtools.py:152: UserWarning: Glyph 32447 (\\N{CJK UNIFIED IDEOGRAPH-7EBF}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "/root/miniconda3/lib/python3.10/site-packages/IPython/core/pylabtools.py:152: UserWarning: Glyph 20934 (\\N{CJK UNIFIED IDEOGRAPH-51C6}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "/root/miniconda3/lib/python3.10/site-packages/IPython/core/pylabtools.py:152: UserWarning: Glyph 30830 (\\N{CJK UNIFIED IDEOGRAPH-786E}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "/root/miniconda3/lib/python3.10/site-packages/IPython/core/pylabtools.py:152: UserWarning: Glyph 29575 (\\N{CJK UNIFIED IDEOGRAPH-7387}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1500x500 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_training_results(train_losses, to_cpu(train_top1_accs), to_cpu(train_top5_accs), val_losses, to_cpu(val_top1_accs), to_cpu(val_top5_accs))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "3237e3c6-473f-4799-b5da-403a2147382b",
   "metadata": {},
   "outputs": [],
   "source": [
    "import pickle\n",
    "with open('NonLocal.pkl', 'wb') as f:\n",
    "    pickle.dump([\n",
    "        net, (train_losses, train_top1_accs, train_top5_accs, val_losses, val_top1_accs, val_top5_accs)\n",
    "    ], f)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "6515a9de-44af-4c74-8b34-8e1b7d514b86",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0.645\n",
      "Accuracy for class: apple is 81.0 %\n",
      "Accuracy for class: aquarium_fish is 70.0 %\n",
      "Accuracy for class: baby  is 48.0 %\n",
      "Accuracy for class: bear  is 29.0 %\n",
      "Accuracy for class: beaver is 54.0 %\n",
      "Accuracy for class: bed   is 62.0 %\n",
      "Accuracy for class: bee   is 79.0 %\n",
      "Accuracy for class: beetle is 61.0 %\n",
      "Accuracy for class: bicycle is 84.0 %\n",
      "Accuracy for class: bottle is 78.0 %\n",
      "Accuracy for class: bowl  is 57.0 %\n",
      "Accuracy for class: boy   is 31.0 %\n",
      "Accuracy for class: bridge is 68.0 %\n",
      "Accuracy for class: bus   is 52.0 %\n",
      "Accuracy for class: butterfly is 65.0 %\n",
      "Accuracy for class: camel is 78.0 %\n",
      "Accuracy for class: can   is 74.0 %\n",
      "Accuracy for class: castle is 83.0 %\n",
      "Accuracy for class: caterpillar is 62.0 %\n",
      "Accuracy for class: cattle is 49.0 %\n",
      "Accuracy for class: chair is 87.0 %\n",
      "Accuracy for class: chimpanzee is 79.0 %\n",
      "Accuracy for class: clock is 66.0 %\n",
      "Accuracy for class: cloud is 79.0 %\n",
      "Accuracy for class: cockroach is 81.0 %\n",
      "Accuracy for class: couch is 58.0 %\n",
      "Accuracy for class: crab  is 61.0 %\n",
      "Accuracy for class: crocodile is 44.0 %\n",
      "Accuracy for class: cup   is 83.0 %\n",
      "Accuracy for class: dinosaur is 71.0 %\n",
      "Accuracy for class: dolphin is 53.0 %\n",
      "Accuracy for class: elephant is 59.0 %\n",
      "Accuracy for class: flatfish is 59.0 %\n",
      "Accuracy for class: forest is 62.0 %\n",
      "Accuracy for class: fox   is 76.0 %\n",
      "Accuracy for class: girl  is 35.0 %\n",
      "Accuracy for class: hamster is 74.0 %\n",
      "Accuracy for class: house is 63.0 %\n",
      "Accuracy for class: kangaroo is 68.0 %\n",
      "Accuracy for class: keyboard is 80.0 %\n",
      "Accuracy for class: lamp  is 57.0 %\n",
      "Accuracy for class: lawn_mower is 86.0 %\n",
      "Accuracy for class: leopard is 65.0 %\n",
      "Accuracy for class: lion  is 68.0 %\n",
      "Accuracy for class: lizard is 43.0 %\n",
      "Accuracy for class: lobster is 37.0 %\n",
      "Accuracy for class: man   is 58.0 %\n",
      "Accuracy for class: maple_tree is 68.0 %\n",
      "Accuracy for class: motorcycle is 92.0 %\n",
      "Accuracy for class: mountain is 75.0 %\n",
      "Accuracy for class: mouse is 39.0 %\n",
      "Accuracy for class: mushroom is 74.0 %\n",
      "Accuracy for class: oak_tree is 75.0 %\n",
      "Accuracy for class: orange is 82.0 %\n",
      "Accuracy for class: orchid is 78.0 %\n",
      "Accuracy for class: otter is 34.0 %\n",
      "Accuracy for class: palm_tree is 83.0 %\n",
      "Accuracy for class: pear  is 77.0 %\n",
      "Accuracy for class: pickup_truck is 74.0 %\n",
      "Accuracy for class: pine_tree is 59.0 %\n",
      "Accuracy for class: plain is 90.0 %\n",
      "Accuracy for class: plate is 66.0 %\n",
      "Accuracy for class: poppy is 65.0 %\n",
      "Accuracy for class: porcupine is 57.0 %\n",
      "Accuracy for class: possum is 46.0 %\n",
      "Accuracy for class: rabbit is 41.0 %\n",
      "Accuracy for class: raccoon is 61.0 %\n",
      "Accuracy for class: ray   is 38.0 %\n",
      "Accuracy for class: road  is 90.0 %\n",
      "Accuracy for class: rocket is 71.0 %\n",
      "Accuracy for class: rose  is 55.0 %\n",
      "Accuracy for class: sea   is 68.0 %\n",
      "Accuracy for class: seal  is 18.0 %\n",
      "Accuracy for class: shark is 61.0 %\n",
      "Accuracy for class: shrew is 42.0 %\n",
      "Accuracy for class: skunk is 88.0 %\n",
      "Accuracy for class: skyscraper is 90.0 %\n",
      "Accuracy for class: snail is 57.0 %\n",
      "Accuracy for class: snake is 59.0 %\n",
      "Accuracy for class: spider is 51.0 %\n",
      "Accuracy for class: squirrel is 42.0 %\n",
      "Accuracy for class: streetcar is 75.0 %\n",
      "Accuracy for class: sunflower is 86.0 %\n",
      "Accuracy for class: sweet_pepper is 68.0 %\n",
      "Accuracy for class: table is 62.0 %\n",
      "Accuracy for class: tank  is 80.0 %\n",
      "Accuracy for class: telephone is 65.0 %\n",
      "Accuracy for class: television is 71.0 %\n",
      "Accuracy for class: tiger is 76.0 %\n",
      "Accuracy for class: tractor is 73.0 %\n",
      "Accuracy for class: train is 77.0 %\n",
      "Accuracy for class: trout is 78.0 %\n",
      "Accuracy for class: tulip is 60.0 %\n",
      "Accuracy for class: turtle is 32.0 %\n",
      "Accuracy for class: wardrobe is 86.0 %\n",
      "Accuracy for class: whale is 61.0 %\n",
      "Accuracy for class: willow_tree is 45.0 %\n",
      "Accuracy for class: wolf  is 67.0 %\n",
      "Accuracy for class: woman is 40.0 %\n",
      "Accuracy for class: worm  is 65.0 %\n"
     ]
    }
   ],
   "source": [
    "show_all_class_acc(classes, testloader, net, device)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "37015137-6e99-4720-aaa0-1146bb2f4e09",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "f3e6bcd8-be18-43cf-afe4-4a35930a24cc",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.10.8"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
